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Abstract 12120: Cost-Effectiveness of Earlier Initiation of Sodium-Glucose Cotransporter 2 Inhibitors in Patients With a History of Heart Failure

2021· article· en· W3217367208 on OpenAlexaff
Robert Miller, Derek S. Chew, Lei Qin, Nowell M. Fine, John J.V. McMurray, Jonathan G. Howlett, Phil McEwan

Bibliographic record

VenueCirculation · 2021
Typearticle
Languageen
FieldMedicine
TopicDiabetes Treatment and Management
Canadian institutionsAlberta Health ServicesAlberta HealthUniversity of Calgary
Fundersnot available
KeywordsMedicineDapagliflozinHeart failureIncidence (geometry)Internal medicineDiabetes mellitusType 2 diabetesEndocrinology

Abstract

fetched live from OpenAlex

Background: Patients with heart failure (HF) are at increased risk after hospitalisations for HF (HHF). Timely initiation of medical therapy may reduce morbidity and mortality in these patients. The Dapagliflozin And Prevention of Adverse-outcomes in Heart Failure (DAPA-HF) trial demonstrated that dapagliflozin reduced the risk of worsening HF and mortality when added to guideline-directed medical therapy (GDMT). Whilst previous economic evaluations have demonstrated that dapagliflozin is cost-effective; timing of initiation has not been considered. Objective: This study assessed whether early addition of dapagliflozin (D+GDMT) was cost-effective compared to a 12-month delay. Methods: A published lifetime Markov model was utilised with health states defined by Kansas City Cardiomyopathy (KCCQ) score, type 2 diabetes status and incidence of HF events. We analysed the DAPA-HF trial to estimate the incidence of HF events using a negative binomial regression model, and parametric survival analysis for all-cause death. Direct healthcare costs (2019 GBP) and utility values were sourced from the published literature and DAPA-HF, respectively. We estimated lifetime costs and quality adjusted life years (QALYs) for early initiation of D+GDMT compared to a 12-month delay. Results: Standard therapy was associated with lifetime costs of £12,641 and 4.11 QALYs. Treatment with D+GDMT with 12 months delay was associated with total discounted lifetime costs and QALYs of £15,966 and 4.71 respectively. Early initiation was associated with lifetime cost and QALYS; £16,518 and 4.78 respectively. Consequently, early initiation was associated with an additional cost of £552 and QALY gains of 0.08 resulting in an incremental cost effectiveness ratio of £8,515. Conclusion: Early or late initiation of D+GDMT is cost-effective. However, earlier initiation is associated with rapid improvement in patient symptoms leading to 10% greater QALY gains at a very attractive ICER.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.016
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.010
Threshold uncertainty score0.035

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.016
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.004
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0100.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.013
GPT teacher head0.226
Teacher spread0.212 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2021
Admission routes1
Has abstractyes

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